Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	15120
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	128.0 B

Variable types

Numeric	14
Categorical	2

Alerts

`Aspect` is highly overall correlated with `Hillshade_3pm`	High correlation
`Climatic_Zone` is highly overall correlated with `Elevation` and 2 other fields	High correlation
`Cover_Type` is highly overall correlated with `Wilderness_Area`	High correlation
`Distance_to_Hydrology` is highly overall correlated with `Horizontal_Distance_To_Hydrology` and 1 other fields	High correlation
`Elevation` is highly overall correlated with `Climatic_Zone` and 4 other fields	High correlation
`Geologic_Zone` is highly overall correlated with `Climatic_Zone`	High correlation
`Hillshade_3pm` is highly overall correlated with `Aspect` and 2 other fields	High correlation
`Hillshade_9am` is highly overall correlated with `Hillshade_3pm`	High correlation
`Hillshade_Noon` is highly overall correlated with `Hillshade_3pm` and 1 other fields	High correlation
`Horizontal_Distance_To_Fire_Points` is highly overall correlated with `Elevation`	High correlation
`Horizontal_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Hydrology` and 1 other fields	High correlation
`Horizontal_Distance_To_Roadways` is highly overall correlated with `Elevation`	High correlation
`Slope` is highly overall correlated with `Hillshade_Noon`	High correlation
`Soil_Type` is highly overall correlated with `Climatic_Zone` and 2 other fields	High correlation
`Vertical_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Hydrology` and 1 other fields	High correlation
`Wilderness_Area` is highly overall correlated with `Cover_Type` and 2 other fields	High correlation
`Geologic_Zone` is highly imbalanced (62.8%)	Imbalance
`Horizontal_Distance_To_Hydrology` has 1506 (10.0%) zeros	Zeros
`Vertical_Distance_To_Hydrology` has 1801 (11.9%) zeros	Zeros
`Distance_to_Hydrology` has 1506 (10.0%) zeros	Zeros

Reproduction

Analysis started	2024-02-18 10:40:55.322111
Analysis finished	2024-02-18 10:41:24.288046
Duration	28.97 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Elevation
Real number (ℝ)

HIGH CORRELATION

Distinct	1676
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2748.6499

Minimum	1877
Maximum	3850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	1877
5-th percentile	2115
Q1	2373
median	2754
Q3	3109
95-th percentile	3397
Maximum	3850
Range	1973
Interquartile range (IQR)	736

Descriptive statistics

Standard deviation	419.00959
Coefficient of variation (CV)	0.15244196
Kurtosis	-1.0884902
Mean	2748.6499
Median Absolute Deviation (MAD)	370
Skewness	0.074424175
Sum	41559587
Variance	175569.04
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2821	27	0.2%
2797	23	0.2%
2328	22	0.1%
2850	22	0.1%
2332	22	0.1%
3372	22	0.1%
2702	21	0.1%
2972	21	0.1%
3393	21	0.1%
2397	21	0.1%
Other values (1666)	14898	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1877	1	< 0.1%
1889	1	< 0.1%
1890	1	< 0.1%
1896	3	< 0.1%
1899	1	< 0.1%
1906	2	< 0.1%
1911	3	< 0.1%
1913	1	< 0.1%
1914	2	< 0.1%
1915	1	< 0.1%

Value	Count	Frequency (%)
3850	1	< 0.1%
3849	1	< 0.1%
3848	1	< 0.1%
3845	2	< 0.1%
3840	1	< 0.1%
3836	1	< 0.1%
3835	1	< 0.1%
3829	2	< 0.1%
3821	1	< 0.1%
3819	2	< 0.1%

Aspect
Real number (ℝ)

HIGH CORRELATION

Distinct	361
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.83452

Minimum	0
Maximum	360
Zeros	101
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	65
median	125
Q3	257
95-th percentile	344
Maximum	360
Range	360
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	109.74537
Coefficient of variation (CV)	0.704243
Kurtosis	-1.1221267
Mean	155.83452
Median Absolute Deviation (MAD)	76
Skewness	0.46644858
Sum	2356218
Variance	12044.047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	128	0.8%
90	114	0.8%
0	101	0.7%
135	89	0.6%
72	84	0.6%
108	83	0.5%
63	82	0.5%
18	82	0.5%
104	79	0.5%
101	78	0.5%
Other values (351)	14200	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	101	0.7%
1	34	0.2%
2	41	0.3%
3	51	0.3%
4	47	0.3%
5	55	0.4%
6	67	0.4%
7	43	0.3%
8	53	0.4%
9	58	0.4%

Value	Count	Frequency (%)
360	2	< 0.1%
359	39	0.3%
358	43	0.3%
357	47	0.3%
356	53	0.4%
355	63	0.4%
354	57	0.4%
353	47	0.3%
352	55	0.4%
351	57	0.4%

Slope
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.556746

Minimum	0
Maximum	50
Zeros	11
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.95
Q1	10
median	15
Q3	22
95-th percentile	32
Maximum	50
Range	50
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.5346018
Coefficient of variation (CV)	0.51547579
Kurtosis	-0.25286265
Mean	16.556746
Median Absolute Deviation (MAD)	6
Skewness	0.53256718
Sum	250338
Variance	72.839428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	748	4.9%
12	718	4.7%
13	708	4.7%
10	703	4.6%
9	688	4.6%
15	672	4.4%
14	636	4.2%
16	626	4.1%
8	614	4.1%
17	586	3.9%
Other values (41)	8421	55.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.1%
1	55	0.4%
2	134	0.9%
3	235	1.6%
4	321	2.1%
5	395	2.6%
6	460	3.0%
7	560	3.7%
8	614	4.1%
9	688	4.6%

Value	Count	Frequency (%)
50	1	< 0.1%
49	5	< 0.1%
48	2	< 0.1%
47	2	< 0.1%
46	7	< 0.1%
45	7	< 0.1%
44	5	< 0.1%
43	11	0.1%
42	8	0.1%
41	16	0.1%

Horizontal_Distance_To_Hydrology
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	397
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228.37652

Minimum	0
Maximum	1376
Zeros	1506
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	67
median	180
Q3	330
95-th percentile	636
Maximum	1376
Range	1376
Interquartile range (IQR)	263

Descriptive statistics

Standard deviation	209.19638
Coefficient of variation (CV)	0.91601527
Kurtosis	2.5208781
Mean	228.37652
Median Absolute Deviation (MAD)	120
Skewness	1.4388585
Sum	3453053
Variance	43763.126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1506	10.0%
30	1220	8.1%
150	539	3.6%
60	508	3.4%
42	440	2.9%
67	419	2.8%
108	389	2.6%
85	367	2.4%
90	330	2.2%
120	289	1.9%
Other values (387)	9113	60.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1506	10.0%
30	1220	8.1%
42	440	2.9%
60	508	3.4%
67	419	2.8%
85	367	2.4%
90	330	2.2%
95	273	1.8%
108	389	2.6%
120	289	1.9%

Value	Count	Frequency (%)
1376	1	< 0.1%
1355	1	< 0.1%
1269	1	< 0.1%
1259	1	< 0.1%
1234	1	< 0.1%
1201	1	< 0.1%
1190	1	< 0.1%
1189	1	< 0.1%
1187	2	< 0.1%
1181	1	< 0.1%

Vertical_Distance_To_Hydrology
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	433
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.311706

Minimum	-135
Maximum	570
Zeros	1801
Zeros (%)	11.9%
Negative	1147
Negative (%)	7.6%
Memory size	118.2 KiB

Quantile statistics

Minimum	-135
5-th percentile	-5
Q1	5
median	32
Q3	80
95-th percentile	176
Maximum	570
Range	705
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	61.520488
Coefficient of variation (CV)	1.1989562
Kurtosis	3.2213024
Mean	51.311706
Median Absolute Deviation (MAD)	32
Skewness	1.5099205
Sum	775833
Variance	3784.7704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1801	11.9%
5	226	1.5%
4	207	1.4%
6	204	1.3%
7	197	1.3%
2	179	1.2%
9	174	1.2%
13	172	1.1%
8	168	1.1%
11	168	1.1%
Other values (423)	11624	76.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-135	1	< 0.1%
-130	1	< 0.1%
-118	1	< 0.1%
-114	1	< 0.1%
-113	1	< 0.1%
-111	1	< 0.1%
-110	1	< 0.1%
-108	1	< 0.1%
-106	1	< 0.1%
-105	1	< 0.1%

Value	Count	Frequency (%)
570	1	< 0.1%
551	1	< 0.1%
410	1	< 0.1%
402	1	< 0.1%
401	3	< 0.1%
396	1	< 0.1%
395	1	< 0.1%
391	2	< 0.1%
387	1	< 0.1%
386	1	< 0.1%

Horizontal_Distance_To_Roadways
Real number (ℝ)

HIGH CORRELATION

Distinct	3274
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1717.9777

Minimum	0
Maximum	6803
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	242
Q1	760
median	1315
Q3	2292
95-th percentile	4624
Maximum	6803
Range	6803
Interquartile range (IQR)	1532

Descriptive statistics

Standard deviation	1330.2635
Coefficient of variation (CV)	0.77431939
Kurtosis	1.0309417
Mean	1717.9777
Median Absolute Deviation (MAD)	689
Skewness	1.2477486
Sum	25975823
Variance	1769600.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	75	0.5%
240	53	0.4%
618	47	0.3%
900	46	0.3%
390	43	0.3%
750	42	0.3%
277	41	0.3%
300	41	0.3%
450	39	0.3%
120	39	0.3%
Other values (3264)	14654	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.1%
30	17	0.1%
42	4	< 0.1%
60	19	0.1%
67	9	0.1%
85	14	0.1%
90	25	0.2%
95	22	0.1%
108	31	0.2%
120	39	0.3%

Value	Count	Frequency (%)
6803	1	< 0.1%
6764	1	< 0.1%
6717	1	< 0.1%
6632	1	< 0.1%
6595	1	< 0.1%
6574	1	< 0.1%
6557	1	< 0.1%
6518	1	< 0.1%
6503	1	< 0.1%
6454	1	< 0.1%

Hillshade_9am
Real number (ℝ)

HIGH CORRELATION

Distinct	176
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213.02884

Minimum	52
Maximum	254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	52
5-th percentile	151.95
Q1	197
median	220
Q3	236
95-th percentile	251
Maximum	254
Range	202
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	30.638406
Coefficient of variation (CV)	0.14382281
Kurtosis	1.0729703
Mean	213.02884
Median Absolute Deviation (MAD)	19
Skewness	-1.0754914
Sum	3220996
Variance	938.71191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
228	285	1.9%
226	280	1.9%
230	264	1.7%
224	257	1.7%
227	252	1.7%
236	242	1.6%
234	234	1.5%
229	233	1.5%
233	231	1.5%
232	231	1.5%
Other values (166)	12611	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52	1	< 0.1%
56	1	< 0.1%
68	1	< 0.1%
69	1	< 0.1%
71	1	< 0.1%
72	2	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
77	1	< 0.1%
81	2	< 0.1%

Value	Count	Frequency (%)
254	185	1.2%
253	208	1.4%
252	203	1.3%
251	209	1.4%
250	213	1.4%
249	224	1.5%
248	204	1.3%
247	200	1.3%
246	181	1.2%
245	188	1.2%

Hillshade_Noon
Real number (ℝ)

HIGH CORRELATION

Distinct	140
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218.86574

Minimum	99
Maximum	254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	99
5-th percentile	174
Q1	207
median	223
Q3	235
95-th percentile	250
Maximum	254
Range	155
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	22.797288
Coefficient of variation (CV)	0.10416106
Kurtosis	1.0263935
Mean	218.86574
Median Absolute Deviation (MAD)	14
Skewness	-0.94274704
Sum	3309250
Variance	519.71635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
228	331	2.2%
225	331	2.2%
226	322	2.1%
224	309	2.0%
232	303	2.0%
231	301	2.0%
218	298	2.0%
229	295	2.0%
223	294	1.9%
221	289	1.9%
Other values (130)	12047	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
99	2	< 0.1%
102	1	< 0.1%
107	2	< 0.1%
111	2	< 0.1%
112	1	< 0.1%
115	1	< 0.1%
118	1	< 0.1%
119	1	< 0.1%
120	1	< 0.1%
121	3	< 0.1%

Value	Count	Frequency (%)
254	134	0.9%
253	143	0.9%
252	157	1.0%
251	162	1.1%
250	163	1.1%
249	178	1.2%
248	189	1.2%
247	195	1.3%
246	212	1.4%
245	210	1.4%

Hillshade_3pm
Real number (ℝ)

HIGH CORRELATION

Distinct	248
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.47712

Minimum	0
Maximum	251
Zeros	95
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	51
Q1	106
median	138
Q3	166
95-th percentile	207
Maximum	251
Range	251
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	46.070054
Coefficient of variation (CV)	0.34258657
Kurtosis	-0.060996158
Mean	134.47712
Median Absolute Deviation (MAD)	30
Skewness	-0.35341849
Sum	2033294
Variance	2122.4499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
145	178	1.2%
143	166	1.1%
146	165	1.1%
149	162	1.1%
142	161	1.1%
139	159	1.1%
135	151	1.0%
132	151	1.0%
148	148	1.0%
128	148	1.0%
Other values (238)	13531	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	0.6%
2	1	< 0.1%
3	4	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
8	2	< 0.1%
9	4	< 0.1%
10	5	< 0.1%
11	3	< 0.1%

Value	Count	Frequency (%)
251	1	< 0.1%
249	1	< 0.1%
248	1	< 0.1%
246	1	< 0.1%
245	2	< 0.1%
244	6	< 0.1%
243	3	< 0.1%
242	3	< 0.1%
241	4	< 0.1%
240	5	< 0.1%

Horizontal_Distance_To_Fire_Points
Real number (ℝ)

HIGH CORRELATION

Distinct	2764
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1527.3578

Minimum	0
Maximum	7095
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	295
Q1	750
median	1266
Q3	2002
95-th percentile	3747
Maximum	7095
Range	7095
Interquartile range (IQR)	1252

Descriptive statistics

Standard deviation	1116.637
Coefficient of variation (CV)	0.73109064
Kurtosis	3.5414672
Mean	1527.3578
Median Absolute Deviation (MAD)	592
Skewness	1.6516837
Sum	23093650
Variance	1246878.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
541	49	0.3%
618	47	0.3%
819	45	0.3%
607	45	0.3%
242	45	0.3%
335	44	0.3%
997	40	0.3%
342	39	0.3%
872	39	0.3%
900	38	0.3%
Other values (2754)	14689	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
30	18	0.1%
42	7	< 0.1%
60	7	< 0.1%
67	20	0.1%
85	6	< 0.1%
90	14	0.1%
95	21	0.1%
108	24	0.2%
120	10	0.1%

Value	Count	Frequency (%)
7095	1	< 0.1%
7061	1	< 0.1%
6961	1	< 0.1%
6960	1	< 0.1%
6906	1	< 0.1%
6895	1	< 0.1%
6881	1	< 0.1%
6811	1	< 0.1%
6810	1	< 0.1%
6809	1	< 0.1%

Cover_Type
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0000661
Coefficient of variation (CV)	0.50001654
Kurtosis	-1.2500165
Mean	4
Median Absolute Deviation (MAD)	2
Skewness	0
Sum	60480
Variance	4.0002646
Monotonicity	Increasing

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	2160	14.3%
2	2160	14.3%
3	2160	14.3%
4	2160	14.3%
5	2160	14.3%
6	2160	14.3%
7	2160	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2160	14.3%
2	2160	14.3%
3	2160	14.3%
4	2160	14.3%
5	2160	14.3%
6	2160	14.3%
7	2160	14.3%

Value	Count	Frequency (%)
7	2160	14.3%
6	2160	14.3%
5	2160	14.3%
4	2160	14.3%
3	2160	14.3%
2	2160	14.3%
1	2160	14.3%

Soil_Type
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.067394

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	10
median	17
Q3	30
95-th percentile	39
Maximum	40
Range	39
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	12.62976
Coefficient of variation (CV)	0.66237472
Kurtosis	-1.4119564
Mean	19.067394
Median Absolute Deviation (MAD)	12
Skewness	0.15684829
Sum	288299
Variance	159.51084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
10	2096	13.9%
29	1308	8.7%
3	1006	6.7%
4	839	5.5%
38	744	4.9%
23	742	4.9%
30	736	4.9%
6	679	4.5%
32	663	4.4%
17	640	4.2%
Other values (29)	5667	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	339	2.2%
2	627	4.1%
3	1006	6.7%
4	839	5.5%
5	181	1.2%
6	679	4.5%
7	1	< 0.1%
8	2	< 0.1%
9	4	< 0.1%
10	2096	13.9%

Value	Count	Frequency (%)
40	456	3.0%
39	634	4.2%
38	744	4.9%
37	32	0.2%
36	14	0.1%
35	103	0.7%
34	18	0.1%
33	619	4.1%
32	663	4.4%
31	304	2.0%

Wilderness_Area
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	886.1 KiB

3.0	6302
4.0	4681
1.0	3568
2.0	569

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	45360
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	3.0
3rd row	1.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	6302	41.7%
4.0	4681	31.0%
1.0	3568	23.6%
2.0	569	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	6302	41.7%
4.0	4681	31.0%
1.0	3568	23.6%
2.0	569	3.8%

Most occurring characters

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
3	6302	13.9%
4	4681	10.3%
1	3568	7.9%
2	569	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30240	66.7%
Other Punctuation	15120	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15120	50.0%
3	6302	20.8%
4	4681	15.5%
1	3568	11.8%
2	569	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	15120	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	45360	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
3	6302	13.9%
4	4681	10.3%
1	3568	7.9%
2	569	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
3	6302	13.9%
4	4681	10.3%
1	3568	7.9%
2	569	1.3%

Climatic_Zone
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.196627

Minimum	2
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
median	6
Q3	7
95-th percentile	8
Maximum	8
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2325368
Coefficient of variation (CV)	0.42961266
Kurtosis	-1.4866956
Mean	5.196627
Median Absolute Deviation (MAD)	2
Skewness	-0.3009104
Sum	78573
Variance	4.9842204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
7	5251	34.7%
2	3671	24.3%
4	3249	21.5%
8	1983	13.1%
6	790	5.2%
5	173	1.1%
3	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	3671	24.3%
3	3	< 0.1%
4	3249	21.5%
5	173	1.1%
6	790	5.2%
7	5251	34.7%
8	1983	13.1%

Value	Count	Frequency (%)
8	1983	13.1%
7	5251	34.7%
6	790	5.2%
5	173	1.1%
4	3249	21.5%
3	3	< 0.1%
2	3671	24.3%

Geologic_Zone
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	886.1 KiB

7.0	12925
1.0	1114
2.0	1078
5.0	3

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	45360
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7.0
2nd row	7.0
3rd row	7.0
4th row	2.0
5th row	7.0

Common Values

Value	Count	Frequency (%)
7.0	12925	85.5%
1.0	1114	7.4%
2.0	1078	7.1%
5.0	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
7.0	12925	85.5%
1.0	1114	7.4%
2.0	1078	7.1%
5.0	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
7	12925	28.5%
1	1114	2.5%
2	1078	2.4%
5	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30240	66.7%
Other Punctuation	15120	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15120	50.0%
7	12925	42.7%
1	1114	3.7%
2	1078	3.6%
5	3	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	15120	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	45360	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
7	12925	28.5%
1	1114	2.5%
2	1078	2.4%
5	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	15120	33.3%
0	15120	33.3%
7	12925	28.5%
1	1114	2.5%
2	1078	2.4%
5	3	< 0.1%

Distance_to_Hydrology
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7027
Distinct (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	237.1788

Minimum	0
Maximum	1390.8936
Zeros	1506
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	118.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	67.742158
median	188.80943
Q3	344.95797
95-th percentile	648.95316
Maximum	1390.8936
Range	1390.8936
Interquartile range (IQR)	277.21581

Descriptive statistics

Standard deviation	214.66891
Coefficient of variation (CV)	0.90509318
Kurtosis	2.3789779
Mean	237.1788
Median Absolute Deviation (MAD)	128.75529
Skewness	1.3933065
Sum	3586143.5
Variance	46082.743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1506	10.0%
30	131	0.9%
30.01666204	121	0.8%
30.41381265	118	0.8%
30.14962686	110	0.7%
30.59411708	103	0.7%
30.06659276	98	0.6%
30.2654919	92	0.6%
30.8058436	81	0.5%
31.04834939	59	0.4%
Other values (7017)	12701	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1506	10.0%
30	131	0.9%
30.01666204	121	0.8%
30.06659276	98	0.6%
30.14962686	110	0.7%
30.2654919	92	0.6%
30.41381265	118	0.8%
30.59411708	103	0.7%
30.8058436	81	0.5%
31.04834939	59	0.4%

Value	Count	Frequency (%)
1390.893598	1	< 0.1%
1368.395411	1	< 0.1%
1301.49222	1	< 0.1%
1275.067449	1	< 0.1%
1271.802265	1	< 0.1%
1244.458517	1	< 0.1%
1239.560003	1	< 0.1%
1223.240369	1	< 0.1%
1222.388236	1	< 0.1%
1219.99877	1	< 0.1%

Auto

Heatmap
Table

	Aspect	Climatic_Zone	Cover_Type	Distance_to_Hydrology	Elevation	Geologic_Zone	Hillshade_3pm	Hillshade_9am	Hillshade_Noon	Horizontal_Distance_To_Fire_Points	Horizontal_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Slope	Soil_Type	Vertical_Distance_To_Hydrology	Wilderness_Area
Aspect	1.000	-0.031	0.006	0.026	-0.016	0.063	0.618	-0.411	0.399	-0.078	0.024	0.055	0.054	-0.031	0.060	0.167
Climatic_Zone	-0.031	1.000	0.076	0.167	0.815	0.800	0.083	-0.057	0.049	0.393	0.182	0.476	-0.273	0.967	-0.039	0.439
Cover_Type	0.006	0.076	1.000	-0.042	0.004	0.260	-0.040	-0.004	-0.090	-0.060	-0.048	-0.079	0.093	0.084	0.054	0.522
Distance_to_Hydrology	0.026	0.167	-0.042	1.000	0.376	0.175	0.036	-0.033	0.017	0.167	0.998	0.130	0.037	0.212	0.721	0.156
Elevation	-0.016	0.815	0.004	0.376	1.000	0.250	0.082	0.033	0.206	0.514	0.394	0.601	-0.316	0.811	0.099	0.595
Geologic_Zone	0.063	0.800	0.260	0.175	0.250	1.000	-0.149	0.078	-0.169	-0.036	0.308	-0.069	0.275	-0.040	0.355	0.164
Hillshade_3pm	0.618	0.083	-0.040	0.036	0.082	-0.149	1.000	-0.837	0.584	0.020	0.044	0.179	-0.294	0.068	-0.038	0.157
Hillshade_9am	-0.411	-0.057	-0.004	-0.033	0.033	0.078	-0.837	1.000	-0.139	0.049	-0.034	-0.058	0.000	-0.038	-0.048	0.174
Hillshade_Noon	0.399	0.049	-0.090	0.017	0.206	-0.169	0.584	-0.139	1.000	0.108	0.034	0.256	-0.539	0.050	-0.152	0.155
Horizontal_Distance_To_Fire_Points	-0.078	0.393	-0.060	0.167	0.514	-0.036	0.020	0.049	0.108	1.000	0.181	0.432	-0.243	0.389	-0.004	0.340
Horizontal_Distance_To_Hydrology	0.024	0.182	-0.048	0.998	0.394	0.308	0.044	-0.034	0.034	0.181	1.000	0.146	0.008	0.226	0.694	0.162
Horizontal_Distance_To_Roadways	0.055	0.476	-0.079	0.130	0.601	-0.069	0.179	-0.058	0.256	0.432	0.146	1.000	-0.290	0.456	-0.039	0.394
Slope	0.054	-0.273	0.093	0.037	-0.316	0.275	-0.294	0.000	-0.539	-0.243	0.008	-0.290	1.000	-0.245	0.325	0.186
Soil_Type	-0.031	0.967	0.084	0.212	0.811	-0.040	0.068	-0.038	0.050	0.389	0.226	0.456	-0.245	1.000	0.017	0.503
Vertical_Distance_To_Hydrology	0.060	-0.039	0.054	0.721	0.099	0.355	-0.038	-0.048	-0.152	-0.004	0.694	-0.039	0.325	0.017	1.000	0.095
Wilderness_Area	0.167	0.439	0.522	0.156	0.595	0.164	0.157	0.174	0.155	0.340	0.162	0.394	0.186	0.503	0.095	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Elevation	Aspect	Slope	Horizontal_Distance_To_Hydrology	Vertical_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hillshade_9am	Hillshade_Noon	Hillshade_3pm	Horizontal_Distance_To_Fire_Points	Cover_Type	Soil_Type	Wilderness_Area	Climatic_Zone	Geologic_Zone	Distance_to_Hydrology
0	2881.0	130.0	22.0	210.0	54.0	1020.0	250.0	221.0	88.0	342.0	1.0	30.0	1.0	7.0	7.0	216.831732
1	3005.0	351.0	14.0	242.0	-16.0	1371.0	194.0	215.0	159.0	842.0	1.0	24.0	3.0	7.0	7.0	242.528349
2	3226.0	63.0	14.0	618.0	2.0	1092.0	232.0	210.0	107.0	2018.0	1.0	29.0	1.0	7.0	7.0	618.003236
3	3298.0	317.0	8.0	661.0	60.0	752.0	198.0	233.0	174.0	1248.0	1.0	23.0	2.0	7.0	2.0	663.717560
4	3080.0	35.0	6.0	175.0	26.0	3705.0	219.0	227.0	144.0	2673.0	1.0	24.0	1.0	7.0	7.0	176.920886
5	2772.0	29.0	11.0	90.0	4.0	808.0	216.0	216.0	134.0	3034.0	1.0	24.0	3.0	7.0	7.0	90.088845
6	2998.0	346.0	9.0	108.0	3.0	2648.0	203.0	226.0	161.0	2097.0	1.0	22.0	3.0	7.0	2.0	108.041659
7	3214.0	56.0	10.0	488.0	59.0	4522.0	227.0	218.0	124.0	2563.0	1.0	29.0	1.0	7.0	7.0	491.553659
8	3123.0	54.0	13.0	210.0	17.0	3278.0	227.0	211.0	114.0	5181.0	1.0	20.0	1.0	7.0	1.0	210.686972
9	2972.0	12.0	15.0	365.0	69.0	4392.0	204.0	209.0	140.0	4991.0	1.0	29.0	1.0	7.0	7.0	371.464669

	Elevation	Aspect	Slope	Horizontal_Distance_To_Hydrology	Vertical_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hillshade_9am	Hillshade_Noon	Hillshade_3pm	Horizontal_Distance_To_Fire_Points	Cover_Type	Soil_Type	Wilderness_Area	Climatic_Zone	Geologic_Zone	Distance_to_Hydrology
15110	3344.0	157.0	7.0	134.0	22.0	1771.0	228.0	241.0	146.0	3188.0	7.0	38.0	1.0	8.0	7.0	135.793962
15111	3225.0	104.0	4.0	60.0	-2.0	2032.0	226.0	234.0	143.0	108.0	7.0	35.0	3.0	8.0	7.0	60.033324
15112	3224.0	18.0	3.0	60.0	1.0	3130.0	217.0	233.0	153.0	2227.0	7.0	29.0	1.0	7.0	7.0	60.008333
15113	3413.0	78.0	8.0	391.0	64.0	2714.0	231.0	226.0	128.0	1423.0	7.0	38.0	3.0	8.0	7.0	396.203231
15114	3297.0	36.0	13.0	420.0	132.0	3474.0	219.0	211.0	125.0	1983.0	7.0	39.0	3.0	8.0	7.0	440.254472
15115	3328.0	321.0	13.0	323.0	12.0	5109.0	186.0	227.0	180.0	3151.0	7.0	38.0	3.0	8.0	7.0	323.222833
15116	3455.0	37.0	5.0	841.0	92.0	939.0	220.0	229.0	146.0	362.0	7.0	40.0	2.0	8.0	7.0	846.017139
15117	3279.0	90.0	14.0	404.0	113.0	1513.0	240.0	218.0	105.0	1503.0	7.0	29.0	1.0	7.0	7.0	419.505661
15118	3589.0	357.0	9.0	418.0	52.0	1868.0	205.0	223.0	155.0	1657.0	7.0	40.0	2.0	8.0	7.0	421.222032
15119	3385.0	345.0	15.0	350.0	76.0	3625.0	190.0	216.0	164.0	3327.0	7.0	40.0	3.0	8.0	7.0	358.156390

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample